Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 124462 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 12.3 MiB |
| Average record size in memory | 104.0 B |
Variable types
| Categorical | 1 |
|---|---|
| DateTime | 1 |
| Text | 1 |
| Numeric | 9 |
metric7 is highly overall correlated with metric8 | High correlation |
metric8 is highly overall correlated with metric7 | High correlation |
failure is highly imbalanced (99.0%) | Imbalance |
metric2 is highly skewed (γ1 = 23.89959781) | Skewed |
metric3 is highly skewed (γ1 = 82.81730486) | Skewed |
metric4 is highly skewed (γ1 = 41.49760767) | Skewed |
metric7 is highly skewed (γ1 = 73.63460697) | Skewed |
metric8 is highly skewed (γ1 = 73.63460697) | Skewed |
metric9 is highly skewed (γ1 = 49.8928614) | Skewed |
metric2 has 118082 (94.9%) zeros | Zeros |
metric3 has 115331 (92.7%) zeros | Zeros |
metric4 has 115130 (92.5%) zeros | Zeros |
metric7 has 123007 (98.8%) zeros | Zeros |
metric8 has 123007 (98.8%) zeros | Zeros |
metric9 has 97332 (78.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-22 07:54:13.668409 |
|---|---|
| Analysis finished | 2023-06-22 07:54:22.188391 |
| Duration | 8.52 seconds |
| Software version | ydata-profiling vv4.2.0 |
| Download configuration | config.json |
failure
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| 0 | |
|---|---|
| 1 | 106 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 124462 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 124356 | |
| 1 | 106 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 124356 | |
| 1 | 106 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 124356 | |
| 1 | 106 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 124462 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 124356 | |
| 1 | 106 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 124462 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 124356 | |
| 1 | 106 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 124462 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 124356 | |
| 1 | 106 | 0.1% |
date
Date
| Distinct | 303 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| Minimum | 2015-01-01 00:00:00 |
|---|---|
| Maximum | 2015-10-31 00:00:00 |
device
Text
| Distinct | 1169 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 995696 |
|---|---|
| Distinct characters | 34 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | S1F01085 |
|---|---|
| 2nd row | S1F0166B |
| 3rd row | S1F01E6Y |
| 4th row | S1F01JE0 |
| 5th row | S1F01R2B |
| Value | Count | Frequency (%) |
| z1f0qlc1 | 303 | 0.2% |
| w1f0fzpa | 303 | 0.2% |
| s1f0kycr | 303 | 0.2% |
| z1f0qk05 | 303 | 0.2% |
| z1f0q8rt | 303 | 0.2% |
| z1f0ql3n | 303 | 0.2% |
| w1f0sjj2 | 303 | 0.2% |
| z1f0kjds | 303 | 0.2% |
| z1f0ge1m | 303 | 0.2% |
| z1f0gb8a | 303 | 0.2% |
| Other values (1159) | 121432 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 191959 | |
| F | 138423 | |
| 0 | 91178 | 9.2% |
| S | 76236 | 7.7% |
| W | 54962 | 5.5% |
| Z | 39870 | 4.0% |
| L | 25055 | 2.5% |
| 3 | 23980 | 2.4% |
| K | 18752 | 1.9% |
| B | 17804 | 1.8% |
| Other values (24) | 317477 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 593520 | |
| Decimal Number | 402175 | |
| Lowercase Letter | 1 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 138423 | |
| S | 76236 | |
| W | 54962 | 9.3% |
| Z | 39870 | 6.7% |
| L | 25055 | 4.2% |
| K | 18752 | 3.2% |
| B | 17804 | 3.0% |
| R | 17712 | 3.0% |
| J | 17504 | 2.9% |
| G | 17261 | 2.9% |
| Other values (13) | 169941 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 191959 | |
| 0 | 91178 | |
| 3 | 23980 | 6.0% |
| 6 | 15877 | 3.9% |
| 5 | 15299 | 3.8% |
| 2 | 14010 | 3.5% |
| 4 | 13676 | 3.4% |
| 7 | 12221 | 3.0% |
| 9 | 12038 | 3.0% |
| 8 | 11937 | 3.0% |
Lowercase Letter
| Value | Count | Frequency (%) |
| ÿ | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 593521 | |
| Common | 402175 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 138423 | |
| S | 76236 | |
| W | 54962 | 9.3% |
| Z | 39870 | 6.7% |
| L | 25055 | 4.2% |
| K | 18752 | 3.2% |
| B | 17804 | 3.0% |
| R | 17712 | 3.0% |
| J | 17504 | 2.9% |
| G | 17261 | 2.9% |
| Other values (14) | 169942 |
Common
| Value | Count | Frequency (%) |
| 1 | 191959 | |
| 0 | 91178 | |
| 3 | 23980 | 6.0% |
| 6 | 15877 | 3.9% |
| 5 | 15299 | 3.8% |
| 2 | 14010 | 3.5% |
| 4 | 13676 | 3.4% |
| 7 | 12221 | 3.0% |
| 9 | 12038 | 3.0% |
| 8 | 11937 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 995695 | |
| None | 1 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 191959 | |
| F | 138423 | |
| 0 | 91178 | 9.2% |
| S | 76236 | 7.7% |
| W | 54962 | 5.5% |
| Z | 39870 | 4.0% |
| L | 25055 | 2.5% |
| 3 | 23980 | 2.4% |
| K | 18752 | 1.9% |
| B | 17804 | 1.8% |
| Other values (23) | 317476 |
None
| Value | Count | Frequency (%) |
| ÿ | 1 |
metric1
Real number (ℝ)
| Distinct | 123846 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2238518 × 108 |
| Minimum | 0 |
|---|---|
| Maximum | 2.4414048 × 108 |
| Zeros | 11 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12089879 |
| Q1 | 61271448 |
| median | 1.2279194 × 108 |
| Q3 | 1.8330837 × 108 |
| 95-th percentile | 2.3188178 × 108 |
| Maximum | 2.4414048 × 108 |
| Range | 2.4414048 × 108 |
| Interquartile range (IQR) | 1.2203692 × 108 |
Descriptive statistics
| Standard deviation | 70459869 |
|---|---|
| Coefficient of variation (CV) | 0.57572222 |
| Kurtosis | -1.1992931 |
| Mean | 1.2238518 × 108 |
| Median Absolute Deviation (MAD) | 61031656 |
| Skewness | -0.011091131 |
| Sum | 1.5232305 × 1013 |
| Variance | 4.9645931 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 57192360 | 26 | < 0.1% |
| 165048912 | 26 | < 0.1% |
| 89196552 | 26 | < 0.1% |
| 169490248 | 23 | < 0.1% |
| 169467344 | 15 | < 0.1% |
| 165040624 | 15 | < 0.1% |
| 89162648 | 15 | < 0.1% |
| 57180136 | 15 | < 0.1% |
| 12194976 | 15 | < 0.1% |
| 165045144 | 13 | < 0.1% |
| Other values (123836) | 124273 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 2048 | 1 | < 0.1% |
| 2056 | 2 | < 0.1% |
| 2168 | 1 | < 0.1% |
| 3784 | 1 | < 0.1% |
| 4224 | 1 | < 0.1% |
| 4480 | 1 | < 0.1% |
| 4560 | 1 | < 0.1% |
| 8280 | 1 | < 0.1% |
| 8616 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 244140480 | 1 | |
| 244138600 | 1 | |
| 244136552 | 1 | |
| 244135688 | 1 | |
| 244133240 | 1 | |
| 244132936 | 1 | |
| 244132752 | 1 | |
| 244131712 | 1 | |
| 244129416 | 1 | |
| 244127840 | 1 |
metric2
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 560 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 158.97226 |
| Minimum | 0 |
|---|---|
| Maximum | 64968 |
| Zeros | 118082 |
| Zeros (%) | 94.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 8 |
| Maximum | 64968 |
| Range | 64968 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2172.2043 |
|---|---|
| Coefficient of variation (CV) | 13.664047 |
| Kurtosis | 629.39847 |
| Mean | 158.97226 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.899598 |
| Sum | 19786005 |
| Variance | 4718471.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 118082 | |
| 2344 | 281 | 0.2% |
| 8 | 260 | 0.2% |
| 24 | 254 | 0.2% |
| 40 | 201 | 0.2% |
| 4960 | 175 | 0.1% |
| 424 | 169 | 0.1% |
| 16 | 166 | 0.1% |
| 88 | 152 | 0.1% |
| 552 | 140 | 0.1% |
| Other values (550) | 4582 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 118082 | |
| 8 | 260 | 0.2% |
| 16 | 166 | 0.1% |
| 24 | 254 | 0.2% |
| 32 | 132 | 0.1% |
| 40 | 201 | 0.2% |
| 48 | 90 | 0.1% |
| 55 | 1 | < 0.1% |
| 56 | 103 | 0.1% |
| 64 | 26 | < 0.1% |
| Value | Count | Frequency (%) |
| 64968 | 1 | < 0.1% |
| 64792 | 6 | < 0.1% |
| 64784 | 11 | |
| 64776 | 8 | |
| 64736 | 13 | |
| 64728 | 13 | |
| 64584 | 17 | |
| 64472 | 1 | < 0.1% |
| 64464 | 1 | < 0.1% |
| 62296 | 1 | < 0.1% |
metric3
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9255837 |
| Minimum | 0 |
|---|---|
| Maximum | 24929 |
| Zeros | 115331 |
| Zeros (%) | 92.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 24929 |
| Range | 24929 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 185.67616 |
|---|---|
| Coefficient of variation (CV) | 18.706826 |
| Kurtosis | 10492.25 |
| Mean | 9.9255837 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 82.817305 |
| Sum | 1235358 |
| Variance | 34475.638 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 115331 | |
| 1 | 3273 | 2.6% |
| 2 | 749 | 0.6% |
| 7 | 298 | 0.2% |
| 34 | 293 | 0.2% |
| 5 | 278 | 0.2% |
| 21 | 269 | 0.2% |
| 4 | 267 | 0.2% |
| 9 | 262 | 0.2% |
| 8 | 251 | 0.2% |
| Other values (38) | 3191 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 115331 | |
| 1 | 3273 | 2.6% |
| 2 | 749 | 0.6% |
| 3 | 113 | 0.1% |
| 4 | 267 | 0.2% |
| 5 | 278 | 0.2% |
| 7 | 298 | 0.2% |
| 8 | 251 | 0.2% |
| 9 | 262 | 0.2% |
| 10 | 241 | 0.2% |
| Value | Count | Frequency (%) |
| 24929 | 4 | < 0.1% |
| 2693 | 179 | |
| 2112 | 5 | < 0.1% |
| 1331 | 240 | |
| 1326 | 5 | < 0.1% |
| 1162 | 1 | < 0.1% |
| 406 | 84 | 0.1% |
| 382 | 5 | < 0.1% |
| 378 | 1 | < 0.1% |
| 377 | 6 | < 0.1% |
metric4
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 115 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7412142 |
| Minimum | 0 |
|---|---|
| Maximum | 1666 |
| Zeros | 115130 |
| Zeros (%) | 92.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 6 |
| Maximum | 1666 |
| Range | 1666 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 22.911388 |
|---|---|
| Coefficient of variation (CV) | 13.158282 |
| Kurtosis | 2467.3544 |
| Mean | 1.7412142 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 41.497608 |
| Sum | 216715 |
| Variance | 524.9317 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 115130 | |
| 6 | 3680 | 3.0% |
| 1 | 889 | 0.7% |
| 2 | 710 | 0.6% |
| 3 | 466 | 0.4% |
| 12 | 453 | 0.4% |
| 4 | 358 | 0.3% |
| 10 | 294 | 0.2% |
| 112 | 245 | 0.2% |
| 5 | 231 | 0.2% |
| Other values (105) | 2006 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 115130 | |
| 1 | 889 | 0.7% |
| 2 | 710 | 0.6% |
| 3 | 466 | 0.4% |
| 4 | 358 | 0.3% |
| 5 | 231 | 0.2% |
| 6 | 3680 | 3.0% |
| 7 | 174 | 0.1% |
| 8 | 170 | 0.1% |
| 9 | 45 | < 0.1% |
| Value | Count | Frequency (%) |
| 1666 | 9 | |
| 1074 | 6 | < 0.1% |
| 1033 | 3 | < 0.1% |
| 841 | 1 | < 0.1% |
| 763 | 1 | < 0.1% |
| 533 | 1 | < 0.1% |
| 529 | 4 | < 0.1% |
| 521 | 6 | < 0.1% |
| 487 | 18 | |
| 486 | 15 |
metric5
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.223474 |
| Minimum | 1 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 8 |
| median | 10 |
| Q3 | 12 |
| 95-th percentile | 58 |
| Maximum | 98 |
| Range | 97 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 15.944958 |
|---|---|
| Coefficient of variation (CV) | 1.1210312 |
| Kurtosis | 12.147989 |
| Mean | 14.223474 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 3.4831636 |
| Sum | 1770282 |
| Variance | 254.24168 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 22142 | |
| 9 | 13595 | |
| 11 | 12784 | |
| 10 | 11475 | |
| 7 | 11271 | |
| 12 | 9835 | |
| 6 | 8542 | 6.9% |
| 13 | 6005 | 4.8% |
| 14 | 3517 | 2.8% |
| 5 | 3428 | 2.8% |
| Other values (50) | 21868 |
| Value | Count | Frequency (%) |
| 1 | 173 | 0.1% |
| 2 | 203 | 0.2% |
| 3 | 815 | 0.7% |
| 4 | 933 | 0.7% |
| 5 | 3428 | 2.8% |
| 6 | 8542 | 6.9% |
| 7 | 11271 | |
| 8 | 22142 | |
| 9 | 13595 | |
| 10 | 11475 |
| Value | Count | Frequency (%) |
| 98 | 224 | 0.2% |
| 95 | 672 | |
| 94 | 224 | 0.2% |
| 92 | 448 | |
| 91 | 215 | 0.2% |
| 90 | 357 | |
| 89 | 224 | 0.2% |
| 78 | 224 | 0.2% |
| 70 | 224 | 0.2% |
| 68 | 448 |
metric6
Real number (ℝ)
| Distinct | 44809 |
|---|---|
| Distinct (%) | 36.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 260148.77 |
| Minimum | 8 |
|---|---|
| Maximum | 689161 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 46 |
| Q1 | 221447.25 |
| median | 249794 |
| Q3 | 310234.25 |
| 95-th percentile | 443124.6 |
| Maximum | 689161 |
| Range | 689153 |
| Interquartile range (IQR) | 88787 |
Descriptive statistics
| Standard deviation | 99150.928 |
|---|---|
| Coefficient of variation (CV) | 0.38113165 |
| Kurtosis | 1.9082846 |
| Mean | 260148.77 |
| Median Absolute Deviation (MAD) | 35370 |
| Skewness | -0.37496442 |
| Sum | 3.2378636 × 1010 |
| Variance | 9.8309065 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31 | 777 | 0.6% |
| 44 | 708 | 0.6% |
| 27 | 636 | 0.5% |
| 26 | 520 | 0.4% |
| 29 | 441 | 0.4% |
| 36 | 337 | 0.3% |
| 35 | 290 | 0.2% |
| 52 | 282 | 0.2% |
| 45 | 246 | 0.2% |
| 28 | 216 | 0.2% |
| Other values (44799) | 120009 |
| Value | Count | Frequency (%) |
| 8 | 19 | < 0.1% |
| 9 | 172 | |
| 12 | 51 | < 0.1% |
| 18 | 36 | < 0.1% |
| 19 | 30 | < 0.1% |
| 20 | 6 | < 0.1% |
| 21 | 58 | < 0.1% |
| 23 | 71 | 0.1% |
| 24 | 123 | |
| 25 | 184 |
| Value | Count | Frequency (%) |
| 689161 | 1 | |
| 689062 | 1 | |
| 689035 | 1 | |
| 688964 | 1 | |
| 688952 | 2 | |
| 687901 | 1 | |
| 687802 | 1 | |
| 687775 | 1 | |
| 687706 | 1 | |
| 687694 | 2 |
metric7
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.29144639 |
| Minimum | 0 |
|---|---|
| Maximum | 832 |
| Zeros | 123007 |
| Zeros (%) | 98.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 832 |
| Range | 832 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.4314916 |
|---|---|
| Coefficient of variation (CV) | 25.498658 |
| Kurtosis | 6897.9193 |
| Mean | 0.29144639 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 73.634607 |
| Sum | 36274 |
| Variance | 55.227068 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 123007 | |
| 8 | 792 | 0.6% |
| 16 | 397 | 0.3% |
| 24 | 65 | 0.1% |
| 48 | 36 | < 0.1% |
| 32 | 34 | < 0.1% |
| 128 | 23 | < 0.1% |
| 176 | 20 | < 0.1% |
| 40 | 20 | < 0.1% |
| 6 | 13 | < 0.1% |
| Other values (18) | 55 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 123007 | |
| 6 | 13 | < 0.1% |
| 8 | 792 | 0.6% |
| 16 | 397 | 0.3% |
| 22 | 2 | < 0.1% |
| 24 | 65 | 0.1% |
| 32 | 34 | < 0.1% |
| 40 | 20 | < 0.1% |
| 48 | 36 | < 0.1% |
| 56 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 832 | 2 | < 0.1% |
| 744 | 1 | < 0.1% |
| 736 | 4 | < 0.1% |
| 496 | 1 | < 0.1% |
| 424 | 1 | < 0.1% |
| 312 | 5 | < 0.1% |
| 272 | 2 | < 0.1% |
| 240 | 1 | < 0.1% |
| 216 | 1 | < 0.1% |
| 176 | 20 |
metric8
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.29144639 |
| Minimum | 0 |
|---|---|
| Maximum | 832 |
| Zeros | 123007 |
| Zeros (%) | 98.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 832 |
| Range | 832 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.4314916 |
|---|---|
| Coefficient of variation (CV) | 25.498658 |
| Kurtosis | 6897.9193 |
| Mean | 0.29144639 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 73.634607 |
| Sum | 36274 |
| Variance | 55.227068 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 123007 | |
| 8 | 792 | 0.6% |
| 16 | 397 | 0.3% |
| 24 | 65 | 0.1% |
| 48 | 36 | < 0.1% |
| 32 | 34 | < 0.1% |
| 128 | 23 | < 0.1% |
| 176 | 20 | < 0.1% |
| 40 | 20 | < 0.1% |
| 6 | 13 | < 0.1% |
| Other values (18) | 55 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 123007 | |
| 6 | 13 | < 0.1% |
| 8 | 792 | 0.6% |
| 16 | 397 | 0.3% |
| 22 | 2 | < 0.1% |
| 24 | 65 | 0.1% |
| 32 | 34 | < 0.1% |
| 40 | 20 | < 0.1% |
| 48 | 36 | < 0.1% |
| 56 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 832 | 2 | < 0.1% |
| 744 | 1 | < 0.1% |
| 736 | 4 | < 0.1% |
| 496 | 1 | < 0.1% |
| 424 | 1 | < 0.1% |
| 312 | 5 | < 0.1% |
| 272 | 2 | < 0.1% |
| 240 | 1 | < 0.1% |
| 216 | 1 | < 0.1% |
| 176 | 20 |
metric9
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 66 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.454524 |
| Minimum | 0 |
|---|---|
| Maximum | 18701 |
| Zeros | 97332 |
| Zeros (%) | 78.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 11 |
| Maximum | 18701 |
| Range | 18701 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 191.45017 |
|---|---|
| Coefficient of variation (CV) | 15.371938 |
| Kurtosis | 4049.1503 |
| Mean | 12.454524 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 49.892861 |
| Sum | 1550115 |
| Variance | 36653.169 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 97332 | |
| 1 | 9434 | 7.6% |
| 2 | 3721 | 3.0% |
| 3 | 2327 | 1.9% |
| 4 | 1395 | 1.1% |
| 6 | 797 | 0.6% |
| 7 | 774 | 0.6% |
| 5 | 735 | 0.6% |
| 8 | 733 | 0.6% |
| 10 | 640 | 0.5% |
| Other values (56) | 6574 | 5.3% |
| Value | Count | Frequency (%) |
| 0 | 97332 | |
| 1 | 9434 | 7.6% |
| 2 | 3721 | 3.0% |
| 3 | 2327 | 1.9% |
| 4 | 1395 | 1.1% |
| 5 | 735 | 0.6% |
| 6 | 797 | 0.6% |
| 7 | 774 | 0.6% |
| 8 | 733 | 0.6% |
| 9 | 335 | 0.3% |
| Value | Count | Frequency (%) |
| 18701 | 5 | < 0.1% |
| 10137 | 4 | < 0.1% |
| 7226 | 5 | < 0.1% |
| 2794 | 6 | < 0.1% |
| 2637 | 84 | |
| 2522 | 179 | |
| 2270 | 5 | < 0.1% |
| 2269 | 1 | < 0.1% |
| 1864 | 5 | < 0.1% |
| 1165 | 118 |
| metric1 | metric2 | metric3 | metric4 | metric5 | metric6 | metric7 | metric8 | metric9 | failure | |
|---|---|---|---|---|---|---|---|---|---|---|
| metric1 | 1.000 | -0.001 | 0.002 | 0.002 | -0.005 | -0.003 | -0.002 | -0.002 | -0.003 | 0.009 |
| metric2 | -0.001 | 1.000 | -0.019 | 0.225 | -0.027 | -0.078 | 0.109 | 0.109 | -0.029 | 0.096 |
| metric3 | 0.002 | -0.019 | 1.000 | 0.121 | 0.107 | 0.070 | -0.010 | -0.010 | 0.390 | 0.000 |
| metric4 | 0.002 | 0.225 | 0.121 | 1.000 | -0.021 | 0.012 | 0.163 | 0.163 | 0.049 | 0.112 |
| metric5 | -0.005 | -0.027 | 0.107 | -0.021 | 1.000 | 0.083 | -0.020 | -0.020 | 0.034 | 0.007 |
| metric6 | -0.003 | -0.078 | 0.070 | 0.012 | 0.083 | 1.000 | -0.016 | -0.016 | 0.090 | 0.012 |
| metric7 | -0.002 | 0.109 | -0.010 | 0.163 | -0.020 | -0.016 | 1.000 | 1.000 | -0.018 | 0.114 |
| metric8 | -0.002 | 0.109 | -0.010 | 0.163 | -0.020 | -0.016 | 1.000 | 1.000 | -0.018 | 0.114 |
| metric9 | -0.003 | -0.029 | 0.390 | 0.049 | 0.034 | 0.090 | -0.018 | -0.018 | 1.000 | 0.000 |
| failure | 0.009 | 0.096 | 0.000 | 0.112 | 0.007 | 0.012 | 0.114 | 0.114 | 0.000 | 1.000 |
| failure | date | device | metric1 | metric2 | metric3 | metric4 | metric5 | metric6 | metric7 | metric8 | metric9 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1/1/2015 | S1F01085 | 215630672 | 55 | 0 | 52 | 6 | 407438 | 0 | 0 | 7 |
| 1 | 0 | 1/1/2015 | S1F0166B | 61370680 | 0 | 3 | 0 | 6 | 403174 | 0 | 0 | 0 |
| 2 | 0 | 1/1/2015 | S1F01E6Y | 173295968 | 0 | 0 | 0 | 12 | 237394 | 0 | 0 | 0 |
| 3 | 0 | 1/1/2015 | S1F01JE0 | 79694024 | 0 | 0 | 0 | 6 | 410186 | 0 | 0 | 0 |
| 4 | 0 | 1/1/2015 | S1F01R2B | 135970480 | 0 | 0 | 0 | 15 | 313173 | 0 | 0 | 3 |
| 5 | 0 | 1/1/2015 | S1F01TD5 | 68837488 | 0 | 0 | 41 | 6 | 413535 | 0 | 0 | 1 |
| 6 | 0 | 1/1/2015 | S1F01XDJ | 227721632 | 0 | 0 | 0 | 8 | 402525 | 0 | 0 | 0 |
| 7 | 0 | 1/1/2015 | S1F023H2 | 141503600 | 0 | 0 | 1 | 19 | 494462 | 16 | 16 | 3 |
| 8 | 0 | 1/1/2015 | S1F02A0J | 8217840 | 0 | 1 | 0 | 14 | 311869 | 0 | 0 | 0 |
| 9 | 0 | 1/1/2015 | S1F02DZ2 | 116440096 | 0 | 378 | 9 | 9 | 407905 | 0 | 0 | 170 |
| failure | date | device | metric1 | metric2 | metric3 | metric4 | metric5 | metric6 | metric7 | metric8 | metric9 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 124453 | 0 | 10/31/2015 | W1F0SJJ2 | 144542632 | 0 | 0 | 0 | 12 | 355333 | 0 | 0 | 0 |
| 124454 | 0 | 10/31/2015 | Z1F0GB8A | 170308872 | 0 | 0 | 0 | 9 | 355070 | 0 | 0 | 0 |
| 124455 | 0 | 10/31/2015 | Z1F0GE1M | 235777792 | 0 | 0 | 0 | 10 | 349229 | 0 | 0 | 0 |
| 124456 | 0 | 10/31/2015 | Z1F0KJDS | 161935008 | 0 | 0 | 0 | 11 | 355984 | 0 | 0 | 0 |
| 124457 | 0 | 10/31/2015 | Z1F0KKN4 | 171609168 | 0 | 0 | 0 | 9 | 350844 | 0 | 0 | 0 |
| 124458 | 0 | 10/31/2015 | Z1F0MA1S | 184310392 | 0 | 0 | 0 | 10 | 353052 | 0 | 0 | 0 |
| 124459 | 0 | 10/31/2015 | Z1F0Q8RT | 184353576 | 96 | 107 | 4 | 11 | 332166 | 0 | 0 | 13 |
| 124460 | 0 | 10/31/2015 | Z1F0QK05 | 30912880 | 4832 | 0 | 0 | 11 | 349802 | 0 | 0 | 0 |
| 124461 | 0 | 10/31/2015 | Z1F0QL3N | 62018104 | 0 | 0 | 0 | 12 | 356937 | 0 | 0 | 0 |
| 124462 | 0 | 10/31/2015 | Z1F0QLC1 | 32117368 | 0 | 0 | 0 | 10 | 350840 | 0 | 0 | 0 |